{"id":413,"date":"2025-11-28T15:10:24","date_gmt":"2025-11-28T15:10:24","guid":{"rendered":"https:\/\/xplain-r.com\/?page_id=413"},"modified":"2026-01-19T16:03:49","modified_gmt":"2026-01-19T16:03:49","slug":"xplain-aamas-xai","status":"publish","type":"page","link":"https:\/\/xplain-r.com\/fr\/about\/aamas\/xplain-aamas-xai\/","title":{"rendered":"XPlain – IFAAMAS – XAI"},"content":{"rendered":"
\n

How XPlain, AAMAS, and STAR XAI Fit Together<\/h2>\n

\n XPlain is the governance-and-assurance layer for real-world AI; IFAAMAS supplies the\n agentic constructs and coordination norms; XAI provides interpretability of model and\n decision behavior. Together they cover what is permitted<\/em>, how agents act<\/em>,\n and why results occur<\/em>.\n <\/p>\n\n \n

Legend:<\/strong>\n \u2713 = primary role<\/span> \u00b7\n \u2194 = complements\/joins<\/span> \u00b7\n \u2014 = not a focus<\/span>\n <\/p>\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Concern \/ Layer<\/th>\n XPlain (Governance & Assurance)<\/th>\n AAMAS (Agentic Constructs)<\/th>\n XAI (Interpretability)<\/th>\n <\/tr>\n <\/thead>\n
Purpose<\/strong><\/td>\n \u2713 Define rules, evidence gates, pause points, assurance checks<\/td>\n \u2713 Define agents\u2019 goals\/commitments, norms, protocols<\/td>\n \u2713 Explain model\/decision behavior to humans<\/td>\n <\/tr>\n
Goals & Commitments<\/strong><\/td>\n \u2194 Encodes objectives and thresholds in Primers<\/td>\n \u2713 BDI (Beliefs\u2013Desires\u2013Intentions), institutional norms<\/td>\n \u2194 Explains chosen goals\/plan rationale<\/td>\n <\/tr>\n
Reasoning & Execution<\/strong><\/td>\n \u2713 Romer governs lenses, rules, escalation, and trace<\/td>\n \u2713 Agent plans, interactions, coordination patterns<\/td>\n \u2194 Provide step\/rule\/model explanations<\/td>\n <\/tr>\n
Coordination & Protocols<\/strong><\/td>\n \u2194 Process handoffs and audited interactions<\/td>\n \u2713 Protocols (e.g., contract-net, norms, messaging)<\/td>\n \u2014 Not a protocol framework<\/td>\n <\/tr>\n
Human-in-the-Loop<\/strong><\/td>\n \u2713 Mandatory review triggers (confidence, boundary, ethics)<\/td>\n \u2194 Escalation\/commitment rules integrate with HiTL<\/td>\n \u2713 Surfaces reasons so reviewers can act<\/td>\n <\/tr>\n
Assurance & Audit<\/strong><\/td>\n \u2713 Confidence floors, drift checks, Romer Trace, reports<\/td>\n \u2194 Verifiable commitments, compliance with norms<\/td>\n \u2713 Evidence-backed explanations (local\/global)<\/td>\n <\/tr>\n
Data & Evidence<\/strong><\/td>\n \u2713 Evidence gates, provenance, change budgets<\/td>\n \u2194 Beliefs can reference governed evidence<\/td>\n \u2713 Shows which inputs\/features influenced results<\/td>\n <\/tr>\n
Model Runtime \/ Vendor<\/strong><\/td>\n \u2713 Vendor\/runtime-agnostic governance wrapper<\/td>\n \u2194 Conceptual layer; can sit over many runtimes<\/td>\n \u2194 Techniques span many model types<\/td>\n <\/tr>\n
Primary Output<\/strong><\/td>\n Assured decision + audit trace<\/td>\n Coordinated agent behavior<\/td>\n Human-readable explanations<\/td>\n <\/tr>\n
Non-Goals<\/strong><\/td>\n \u2014 Not a model or protocol spec<\/td>\n \u2014 Not an assurance or XAI toolkit<\/td>\n \u2014 Not a governance or agency framework<\/td>\n <\/tr>\n <\/tbody>\n <\/table>\n\n \n

Takeaway:<\/em> XPlain governs and proves what<\/strong> should happen, AAMAS structures\n how<\/strong> agentic behavior unfolds and coordinates, and XAI explains why<\/strong> each\n result is produced\u2014so you can scale from API calls to full agent ecosystems without losing accountability.<\/p>\n<\/section>","protected":false},"excerpt":{"rendered":"

How XPlain, AAMAS, and STAR XAI Fit Together XPlain is the governance-and-assurance layer for real-world AI; IFAAMAS supplies the agentic constructs and coordination norms; XAI provides interpretability of model and decision behavior. Together they cover what is permitted, how agents act, and why results occur. Legend: \u2713 = primary role \u00b7 \u2194 = complements\/joins \u00b7 […]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":354,"menu_order":4,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-413","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/pages\/413","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/comments?post=413"}],"version-history":[{"count":5,"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/pages\/413\/revisions"}],"predecessor-version":[{"id":471,"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/pages\/413\/revisions\/471"}],"up":[{"embeddable":true,"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/pages\/354"}],"wp:attachment":[{"href":"https:\/\/xplain-r.com\/fr\/wp-json\/wp\/v2\/media?parent=413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}